发表状态 | 已发表Published |
题名 | An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network |
作者 | |
发表日期 | 2020 |
发表期刊 | Personal and Ubiquitous Computing
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ISSN/eISSN | 1617-4909 |
摘要 | The fast development of Internet of Things (IoT) has greatly driven the development of mobile crowdsensing vehicular sensor network (CVSN). A lot of fascinating big data–based applications have been developed such as traffic management, health monitoring, and smart city. How to effectively collect enough data while not increasing too much redundancy is still a challenging problem in the big data application for CVSN. In this paper, a data relay mule–based collection scheme (DRMCS) is proposed to improve the quality of service (QoS). Comparing with the previous researches, the innovation of DRMCS is as follows: First, a data collection framework which considers the sensing task completion rate, redundancy rate and delay is proposed. Second, the micro mobile data center (MMDC) is proposed to solve the problem of connecting the huge number of intelligent sensing devices with data centre. Third, a MMDC selection strategy based on simulated annealing algorithm is proposed by DRMCS to improve the data collection performance. Compared with traditional vehicular network opportunistic communication without data relay mule (OCDRM), the sensing task completion rate of DRMCS has been improved by 78.6%. |
关键词 | Crowdsensing Data collection Internet of Things Minimum cost Sensing Devices |
DOI | 10.1007/s00779-020-01440-0 |
URL | 查看来源 |
收录类别 | SCIE |
语种 | 英语English |
WOS研究方向 | Computer Science ; Telecommunications |
WOS类目 | Computer Science, Information Systems ; Telecommunications |
WOS记录号 | WOS:000560616400001 |
Scopus入藏号 | 2-s2.0-85089497902 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | https://repository.uic.edu.cn/handle/39GCC9TT/7066 |
专题 | 个人在本单位外知识产出 |
通讯作者 | Zhang, Jinhuan |
作者单位 | 1.School of Computer Science and Engineering, Central South University, Changsha, 410083, China 2.College of Computer Science and Technology, Huaqiao University, Xiamen, 361021, China 3.School of Computer Science and Engineering, Hunan University of Science and Technology, Xiangtan, 411201, China |
推荐引用方式 GB/T 7714 | Ren, Yingying,Wang, Tian,Zhang, Shaoboet al. An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network[J]. Personal and Ubiquitous Computing, 2020. |
APA | Ren, Yingying, Wang, Tian, Zhang, Shaobo, & Zhang, Jinhuan. (2020). An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network. Personal and Ubiquitous Computing. |
MLA | Ren, Yingying,et al."An intelligent big data collection technology based on micro mobile data centers for crowdsensing vehicular sensor network". Personal and Ubiquitous Computing (2020). |
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